{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d536b787",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ts_code</th>\n",
       "      <th>trade_date</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>close</th>\n",
       "      <th>pre_close</th>\n",
       "      <th>change</th>\n",
       "      <th>pct_chg</th>\n",
       "      <th>vol</th>\n",
       "      <th>amount</th>\n",
       "      <th>key</th>\n",
       "      <th>netChangeRatio</th>\n",
       "      <th>date</th>\n",
       "      <th>volume</th>\n",
       "      <th>date_week</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2022-03-10</th>\n",
       "      <td>601318.SH</td>\n",
       "      <td>20220310</td>\n",
       "      <td>47.95</td>\n",
       "      <td>48.04</td>\n",
       "      <td>46.86</td>\n",
       "      <td>46.91</td>\n",
       "      <td>46.92</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-0.0213</td>\n",
       "      <td>587752.80</td>\n",
       "      <td>2783372.911</td>\n",
       "      <td>4</td>\n",
       "      <td>-0.000213</td>\n",
       "      <td>20220310</td>\n",
       "      <td>587752</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-03-11</th>\n",
       "      <td>601318.SH</td>\n",
       "      <td>20220311</td>\n",
       "      <td>46.00</td>\n",
       "      <td>47.40</td>\n",
       "      <td>45.70</td>\n",
       "      <td>47.14</td>\n",
       "      <td>46.91</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.4903</td>\n",
       "      <td>667078.23</td>\n",
       "      <td>3085709.544</td>\n",
       "      <td>3</td>\n",
       "      <td>0.004903</td>\n",
       "      <td>20220311</td>\n",
       "      <td>667078</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-03-14</th>\n",
       "      <td>601318.SH</td>\n",
       "      <td>20220314</td>\n",
       "      <td>46.00</td>\n",
       "      <td>46.57</td>\n",
       "      <td>45.77</td>\n",
       "      <td>45.81</td>\n",
       "      <td>47.14</td>\n",
       "      <td>-1.33</td>\n",
       "      <td>-2.8214</td>\n",
       "      <td>592578.48</td>\n",
       "      <td>2734567.243</td>\n",
       "      <td>2</td>\n",
       "      <td>-0.028214</td>\n",
       "      <td>20220314</td>\n",
       "      <td>592578</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-03-15</th>\n",
       "      <td>601318.SH</td>\n",
       "      <td>20220315</td>\n",
       "      <td>45.05</td>\n",
       "      <td>45.20</td>\n",
       "      <td>42.55</td>\n",
       "      <td>42.65</td>\n",
       "      <td>45.81</td>\n",
       "      <td>-3.16</td>\n",
       "      <td>-6.8981</td>\n",
       "      <td>1269378.79</td>\n",
       "      <td>5571772.301</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.068981</td>\n",
       "      <td>20220315</td>\n",
       "      <td>1269378</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-03-16</th>\n",
       "      <td>601318.SH</td>\n",
       "      <td>20220316</td>\n",
       "      <td>43.29</td>\n",
       "      <td>44.65</td>\n",
       "      <td>42.33</td>\n",
       "      <td>44.29</td>\n",
       "      <td>42.65</td>\n",
       "      <td>1.64</td>\n",
       "      <td>3.8453</td>\n",
       "      <td>1009694.26</td>\n",
       "      <td>4391918.356</td>\n",
       "      <td>0</td>\n",
       "      <td>0.038453</td>\n",
       "      <td>20220316</td>\n",
       "      <td>1009694</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              ts_code  trade_date   open   high    low  close  pre_close  \\\n",
       "date                                                                       \n",
       "2022-03-10  601318.SH    20220310  47.95  48.04  46.86  46.91      46.92   \n",
       "2022-03-11  601318.SH    20220311  46.00  47.40  45.70  47.14      46.91   \n",
       "2022-03-14  601318.SH    20220314  46.00  46.57  45.77  45.81      47.14   \n",
       "2022-03-15  601318.SH    20220315  45.05  45.20  42.55  42.65      45.81   \n",
       "2022-03-16  601318.SH    20220316  43.29  44.65  42.33  44.29      42.65   \n",
       "\n",
       "            change  pct_chg         vol       amount  key  netChangeRatio  \\\n",
       "date                                                                        \n",
       "2022-03-10   -0.01  -0.0213   587752.80  2783372.911    4       -0.000213   \n",
       "2022-03-11    0.23   0.4903   667078.23  3085709.544    3        0.004903   \n",
       "2022-03-14   -1.33  -2.8214   592578.48  2734567.243    2       -0.028214   \n",
       "2022-03-15   -3.16  -6.8981  1269378.79  5571772.301    1       -0.068981   \n",
       "2022-03-16    1.64   3.8453  1009694.26  4391918.356    0        0.038453   \n",
       "\n",
       "                date   volume  date_week  \n",
       "date                                      \n",
       "2022-03-10  20220310   587752          3  \n",
       "2022-03-11  20220311   667078          4  \n",
       "2022-03-14  20220314   592578          0  \n",
       "2022-03-15  20220315  1269378          1  \n",
       "2022-03-16  20220316  1009694          2  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import tushare as ts\n",
    "import json\n",
    "import matplotlib.pyplot as plt\n",
    "zgpa_df=pd.read_csv('./data/ch5_zhpa.csv', parse_dates=True,index_col=0)\n",
    "# pct_chg is netChangeRatio，命名差异而已\n",
    "zgpa_df['netChangeRatio']=np.true_divide(zgpa_df['change'], zgpa_df['pre_close'])\n",
    "# 对数据逆序，是的时间从千往后\n",
    "zgpa_df=zgpa_df.sort_index(axis=0, ascending=False)\n",
    "# 添加index，去除index名称\n",
    "zgpa_df.index = zgpa_df['trade_date'].apply(lambda x: pd.to_datetime(str(x), format='%Y%m%d'))\n",
    "zgpa_df.index.name='date'\n",
    "#trade_date to date,数据类型从object转换为int64\n",
    "zgpa_df['date']=pd.to_numeric( zgpa_df['trade_date'], errors='coerce').fillna('0').astype('int64')\n",
    "zgpa_df[['close','vol']].plot(subplots=True, style=['r','g'],grid=True)\n",
    "\n",
    "zgpa_df['volume']=zgpa_df['vol'].copy()\n",
    "#zgpa_df.index.name=None\n",
    "zgpa_df['volume']=zgpa_df['volume'].astype(np.int64)\n",
    "zgpa_df['date_week']=zgpa_df.index.weekday\n",
    "\n",
    "zgpa_df.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4a486bb8",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "zgpa_close=zgpa_df.close\n",
    "x=np.arange(0,zgpa_close.shape[0])\n",
    "y=zgpa_close.values\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b0b7e248",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>            <td>y</td>        <th>  R-squared:         </th> <td>   0.321</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.317</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   80.45</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Fri, 18 Mar 2022</td> <th>  Prob (F-statistic):</th> <td>5.31e-16</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>21:13:52</td>     <th>  Log-Likelihood:    </th> <td> -423.33</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td>   172</td>      <th>  AIC:               </th> <td>   850.7</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td>   170</td>      <th>  BIC:               </th> <td>   856.9</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>     1</td>      <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "    <td></td>       <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>const</th> <td>   55.4723</td> <td>    0.433</td> <td>  128.090</td> <td> 0.000</td> <td>   54.617</td> <td>   56.327</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>x1</th>    <td>   -0.0393</td> <td>    0.004</td> <td>   -8.969</td> <td> 0.000</td> <td>   -0.048</td> <td>   -0.031</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td>10.304</td> <th>  Durbin-Watson:     </th> <td>   0.118</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th> <td> 0.006</td> <th>  Jarque-Bera (JB):  </th> <td>  10.732</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>          <td> 0.609</td> <th>  Prob(JB):          </th> <td> 0.00467</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>      <td> 3.110</td> <th>  Cond. No.          </th> <td>    197.</td>\n",
       "</tr>\n",
       "</table><br/><br/>Notes:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:                      y   R-squared:                       0.321\n",
       "Model:                            OLS   Adj. R-squared:                  0.317\n",
       "Method:                 Least Squares   F-statistic:                     80.45\n",
       "Date:                Fri, 18 Mar 2022   Prob (F-statistic):           5.31e-16\n",
       "Time:                        21:13:52   Log-Likelihood:                -423.33\n",
       "No. Observations:                 172   AIC:                             850.7\n",
       "Df Residuals:                     170   BIC:                             856.9\n",
       "Df Model:                           1                                         \n",
       "Covariance Type:            nonrobust                                         \n",
       "==============================================================================\n",
       "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
       "------------------------------------------------------------------------------\n",
       "const         55.4723      0.433    128.090      0.000      54.617      56.327\n",
       "x1            -0.0393      0.004     -8.969      0.000      -0.048      -0.031\n",
       "==============================================================================\n",
       "Omnibus:                       10.304   Durbin-Watson:                   0.118\n",
       "Prob(Omnibus):                  0.006   Jarque-Bera (JB):               10.732\n",
       "Skew:                           0.609   Prob(JB):                      0.00467\n",
       "Kurtosis:                       3.110   Cond. No.                         197.\n",
       "==============================================================================\n",
       "\n",
       "Notes:\n",
       "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
       "\"\"\""
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import statsmodels.api as sm\n",
    "from statsmodels import regression\n",
    "\n",
    "def regress_y(y):\n",
    "    #y=y   \n",
    "    x=sm.add_constant(np.arange(0,len(y)))\n",
    "    return regression.linear_model.OLS(y,x).fit()\n",
    "    #return model\n",
    "model=regress_y(y)\n",
    "b=model.params[0]\n",
    "k=model.params[1]\n",
    "import matplotlib.pyplot as plt\n",
    "y_fit=k*x+b\n",
    "plt.figure(figsize=(20,7))\n",
    "plt.plot(x,y)\n",
    "\n",
    "plt.plot(x,y_fit,'r')\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "e998abda",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "偏差绝对值之和(MAE)=2.2702136730022757\n",
      "偏差绝对值之和(MSE)=8.040648831345615\n",
      "偏差绝对值之和(RMSE)=2.8356037860296377\n"
     ]
    }
   ],
   "source": [
    "# MAE值\n",
    "MAE=sum(np.abs(y-y_fit))/len(y)\n",
    "print('偏差绝对值之和(MAE)={}'.format(MAE))\n",
    "\n",
    "#MRE值\n",
    "MSE=sum(np.square(y-y_fit))/len(y)\n",
    "print('偏差绝平方(MSE)={}'.format(MSE))\n",
    "#RMRE值\n",
    "RMSE=np.sqrt(sum(np.square(y-y_fit))/len(y))\n",
    "print('偏差平方和开平方(RMSE)={}'.format(RMSE))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "e9e786d2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "偏差绝对值之和(MAE)=2.2702136730022744\n",
      "偏差绝平方(MSE)=8.040648831345619\n",
      "偏差平方和开平方(RMSE)=2.835603786029638\n"
     ]
    }
   ],
   "source": [
    "from sklearn import metrics\n",
    "\n",
    "print('偏差绝对值之和(MAE)={}'.format(metrics.mean_absolute_error(y, y_fit)))\n",
    "print('偏差绝平方(MSE)={}'.format(metrics.mean_squared_error(y, y_fit)))\n",
    "print('偏差平方和开平方(RMSE)={}'.format(np.sqrt(metrics.mean_squared_error(y, y_fit))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "39d80690",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1512x1512 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import itertools\n",
    "# 生成9个subplots 3*3\n",
    "_, axs=plt.subplots(nrows=3, ncols=3, figsize=(21,21))\n",
    "axs_list=list(itertools.chain.from_iterable(axs))\n",
    "poly=np.arange(1,10,1)\n",
    "poly\n",
    "for p_cnt, ax in zip(poly, axs_list):\n",
    "    # s使用np.polynomial.Chebyshev.fit(）函数进行多项式拟合\n",
    "    p=np.polynomial.Chebyshev.fit(x, y, p_cnt)\n",
    "    y_fit=p(x)\n",
    "    mse=metrics.mean_squared_error(y, y_fit)\n",
    "    ax.set_title('{} poly MSE={}'.format(p_cnt, mse))\n",
    "    ax.plot(x,y,'', x, y_fit,'r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b402d896",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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